REPOGEO REPORT · LITE
markovka17/dla
Default branch 2025 · commit 990f3605 · scanned 6/2/2026, 7:08:44 AM
GitHub: 749 stars · 121 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface markovka17/dla, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Add an explicit introductory sentence to the README
Why:
COPY-PASTE FIXThis repository, markovka17/dla, provides course materials for **Deep Learning for Audio (DLA)**, a lecture and seminar series focusing on deep learning applications in audio processing.
- mediumtopics#2Add educational topics to better categorize the repository
Why:
CURRENTdeep-learning, keyword-spotting, signal-processing, speaker-verification, speech-recognition, tts, voice-conversion
COPY-PASTE FIXdeep-learning, keyword-spotting, signal-processing, speaker-verification, speech-recognition, tts, voice-conversion, course, education, lecture-materials, seminar
- lowhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIXhttps://www.hse.ru/en/
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- HuBERT · recommended 2×
- OpenAI Whisper · recommended 2×
- PyTorch · recommended 1×
- torchaudio · recommended 1×
- Wav2Vec 2.0 · recommended 1×
- CATEGORY QUERYHow to get started with deep learning models for speech processing applications?you: not recommendedAI recommended (in order):
- PyTorch
- torchaudio
- Wav2Vec 2.0
- HuBERT
- TensorFlow
- Keras
- Hugging Face Transformers
- Whisper
- Bark
- ESPnet
- SpeechBrain
- OpenAI Whisper
AI recommended 12 alternatives but never named markovka17/dla. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are effective deep learning techniques for automatic speech recognition and audio signal processing?you: not recommendedAI recommended (in order):
- OpenAI Whisper
- Google USM
- Conformer
- Listen, Attend and Spell (LAS)
- Deep Speech 2
- VGGish
- ResNet-based architectures
- WaveGAN
- Parallel WaveGAN
- wav2vec 2.0
- HuBERT
- XLS-R
AI recommended 12 alternatives but never named markovka17/dla. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of markovka17/dla?passAI named markovka17/dla explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts markovka17/dla in production, what risks or prerequisites should they evaluate first?passAI named markovka17/dla explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo markovka17/dla solve, and who is the primary audience?passAI named markovka17/dla explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of markovka17/dla. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/markovka17/dla)<a href="https://repogeo.com/en/r/markovka17/dla"><img src="https://repogeo.com/badge/markovka17/dla.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
markovka17/dla — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite